AINeutralarXiv – CS AI · 5h ago6/10
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Impact of Synthetic Lesional MR Images in Automated Focal Cortical Dysplasia Detection in Low-Data Scenarios
Researchers demonstrate that synthetic MRI images generated by conditional neural networks can effectively augment training datasets for automated focal cortical dysplasia detection, reducing the need for manual annotations by approximately 20% while maintaining diagnostic sensitivity. Expert radiologists struggled to distinguish synthetic from real images, validating the realism of generated data, though real data remains superior when available.